Multi-Label Text Classification

According to Wikipedia "In machine learning, multi-label classification and the strongly related problem of multi-output classification are variants of the classification problem where multiple labels may be assigned to each instance. Multi-label classification is a generalization of multiclass classification, which is the single-label problem of categorizing instances into precisely one of more than two classes; in the multi-label problem there is no constraint on how many of the classes the instance can be assigned to."

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 171 papers

Title	Date	Tasks	Status	Hype
Pretrained Generalized Autoregressive Model with Adaptive Probabilistic Label Clusters for Extreme Multi-label Text Classification	Jul 5, 2020	Multi-Label Text ClassificationText Classification	CodeCode Available	1
AttentionXML: Label Tree-based Attention-Aware Deep Model for High-Performance Extreme Multi-Label Text Classification	Nov 1, 2018	General ClassificationMulti-Label Text Classification	CodeCode Available	1
Co-attention network with label embedding for text classification	Nov 4, 2021	ClassificationMulti-class Classification	CodeCode Available	1
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis Prediction	Oct 10, 2023	ClassificationKnowledge Graphs	CodeCode Available	1
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation Approach	Dec 18, 2023	ClassificationData Augmentation	CodeCode Available	1
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels	Oct 4, 2020	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	CodeCode Available	1
Exploiting Global and Local Hierarchies for Hierarchical Text Classification	May 5, 2022	ClassificationMulti Label Text Classification	CodeCode Available	1
Prompt Tuned Embedding Classification for Multi-Label Industry Sector Allocation	Sep 21, 2023	BenchmarkingClassification	CodeCode Available	1
Correlation Networks for Extreme Multi-label Text Classification	Aug 23, 2022	ClassificationMulti Label Text Classification	CodeCode Available	1
Dataset of Propaganda Techniques of the State-Sponsored Information Operation of the People's Republic of China	Jun 14, 2021	Multi Label Text ClassificationMulti-Label Text Classification	CodeCode Available	1
Comparison of Machine Learning Methods for Multi-label Classification of Nursing Education and Licensure Exam Questions	Nov 1, 2020	ClassificationMulti-Label Classification	—Unverified	0
A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification	Sep 10, 2018	Deep Reinforcement LearningGeneral Classification	—Unverified	0
ChronosLex: Time-aware Incremental Training for Temporal Generalization of Legal Classification Tasks	May 23, 2024	Continual LearningMulti Label Text Classification	—Unverified	0
A multi-level multi-label text classification dataset of 19th century Ottoman and Russian literary and critical texts	Jul 21, 2024	ArticlesMulti Label Text Classification	—Unverified	0
Extreme Multi-label Text Classification with Multi-layer Experts	Nov 16, 2021	ClassificationMulti Label Text Classification	—Unverified	0
A Multi-Dimensional, Cross-Domain and Hierarchy-Aware Neural Architecture for ISO-Standard Dialogue Act Tagging	Oct 1, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified	0
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification	Oct 27, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified	0
A Debiased Nearest Neighbors Framework for Multi-Label Text Classification	Aug 6, 2024	Contrastive LearningMulti Label Text Classification	—Unverified	0
BdLAN:BERTdoc Label Attention Networks for Multi-label text classification	May 16, 2021	ClassificationInformation Retrieval	—Unverified	0
Even the Simplest Baseline Needs Careful Re-investigation: A Case Study on XML-CNN	Jul 1, 2022	Deep LearningMulti Label Text Classification	—Unverified	0
Active learning for medical code assignment	Apr 12, 2021	Active LearningDecision Making	—Unverified	0
Extreme Multi-label Text Classification with Pseudo Label Descriptions	Nov 16, 2021	ClassificationMulti Label Text Classification	—Unverified	0
Extreme Zero-Shot Learning for Extreme Text Classification	Jan 16, 2022	ClassificationMulti Label Text Classification	—Unverified	0
Exploiting Dynamic and Fine-grained Semantic Scope for Extreme Multi-label Text Classification	May 24, 2022	Multi Label Text ClassificationMulti-Label Text Classification	—Unverified	0
Enhancing Chinese Multi-Label Text Classification Performance with Response-based Knowledge Distillation	Nov 1, 2022	Knowledge DistillationMulti Label Text Classification	—Unverified	0

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All datasets CC3M-TagMask Reuters-21578 AAPD Freecode BVICTOR EUR-Lex MVICTOR (theme)SVICTOR (theme)MIMIC-III MIMIC-III-50 Amazon-12K Dataset of Propaganda Techniques of the State-Sponsored Information Operation of the People's Republic of China

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TTD (w/ fine-tuning)	Precision	88.3	—	Unverified
2	TTD (w/o fine-tuning)	Precision	82.9	—	Unverified
3	Qwen-72B	Precision	69.3	—	Unverified
4	NLTK	Precision	59.8	—	Unverified
5	Vicuna-33B	Precision	52.7	—	Unverified
6	Vicuna-7B	Precision	44.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CB-NTR	Micro-F1	90.74	—	Unverified
2	NTR-FL	Micro-F1	90.7	—	Unverified
3	DB	Micro-F1	90.62	—	Unverified
4	MAGNET	Micro-F1	89.9	—	Unverified
5	CNLE	Micro-F1	89.9	—	Unverified
6	VLAWE	Micro-F1	89.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LSAN	P@1	85.28	—	Unverified
2	LAHA	P@1	84.48	—	Unverified
3	LW-PT	Micro F1	72.8	—	Unverified
4	CNLE	Micro F1	71.7	—	Unverified
5	MAGNET	F1	69.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TagBERT	F1-score	46	—	Unverified
2	TagCNN	F1-score	45.3	—	Unverified
3	TagMulRec	F1-score	36.4	—	Unverified
4	EnTagRec	F1-score	36	—	Unverified
5	FastTagRec	F1-score	33.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost	Average F1	0.88	—	Unverified
2	SVM	Average F1	0.78	—	Unverified
3	NB	Average F1	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	bert-base	P@5	68.7	—	Unverified
2	NLP-Cap	P@5	52.83	—	Unverified
3	LAHA	P@5	50.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost	Average F1	0.89	—	Unverified
2	SVM	Average F1	0.66	—	Unverified
3	NB	Average F1	0.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost	Average F1	0.89	—	Unverified
2	SVM	Average F1	0.82	—	Unverified
3	NB	Average F1	0.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HLAN	AUC	0.92	—	Unverified
2	Feed-forward NN	Precision	0.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	D2SBERT using Sequence Attention	Micro-F1	68.56	—	Unverified
2	HLAN	Micro-F1	64.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LAHA	P@1	94.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Bert	1:1 Accuracy	0.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LAHA	P@1	54.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DECAF	Precision@1	38.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ECLARE	Precision@1	40.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HiddeN	Macro-F1	47.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAGNET	Micro-F1	88.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAGNET	Micro-F1	56.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT	F1	66.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LAHA	P@1	84.18	—	Unverified